My Report

Dataset statistics

Number of variables	10
Number of observations	345
Missing cells	77
Missing cells (%)	2.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	74.4 KiB
Average record size in memory	220.8 B

Variable types

Numeric	8
Categorical	2

Dataset

Description	Test
Author	Test
URL
Copyright	(c) Test 2026

Alerts

`Telecom Subscribers` has constant value ""	Constant
`Total` is highly overall correlated with `Wireless` and 4 other fields	High correlation
`Wireline` is highly overall correlated with `Urban` and 1 other fields	High correlation
`Wireless` is highly overall correlated with `Total` and 4 other fields	High correlation
`Rural` is highly overall correlated with `Total` and 4 other fields	High correlation
`Urban` is highly overall correlated with `Total` and 5 other fields	High correlation
`Public` is highly overall correlated with `Total` and 5 other fields	High correlation
`Private` is highly overall correlated with `Total` and 4 other fields	High correlation
`Total` has 11 (3.2%) missing values	Missing
`Wireline` has 11 (3.2%) missing values	Missing
`Wireless` has 11 (3.2%) missing values	Missing
`Rural` has 11 (3.2%) missing values	Missing
`Urban` has 11 (3.2%) missing values	Missing
`Public` has 11 (3.2%) missing values	Missing
`Private` has 11 (3.2%) missing values	Missing
`State/overall` is uniformly distributed	Uniform
`Rural` has 7 (2.0%) zeros	Zeros

Reproduction

Analysis started	2023-06-25 02:02:46.427579
Analysis finished	2023-06-25 02:03:34.646891
Duration	48.22 seconds
Software version	ydata-profiling vv4.3.1
Download configuration	config.json

At the end of March
Real number (ℝ)

Distinct	15
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2015

Minimum	2008
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	2008
5-th percentile	2008
Q1	2011
median	2015
Q3	2019
95-th percentile	2022
Maximum	2022
Range	14
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.326769
Coefficient of variation (CV)	0.0021472799
Kurtosis	-1.2108507
Mean	2015
Median Absolute Deviation (MAD)	4
Skewness	0
Sum	695175
Variance	18.72093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
2008	23	6.7%
2009	23	6.7%
2010	23	6.7%
2011	23	6.7%
2012	23	6.7%
2013	23	6.7%
2014	23	6.7%
2015	23	6.7%
2016	23	6.7%
2017	23	6.7%
Other values (5)	115	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2008	23	6.7%
2009	23	6.7%
2010	23	6.7%
2011	23	6.7%
2012	23	6.7%
2013	23	6.7%
2014	23	6.7%
2015	23	6.7%
2016	23	6.7%
2017	23	6.7%

Value	Count	Frequency (%)
2022	23	6.7%
2021	23	6.7%
2020	23	6.7%
2019	23	6.7%
2018	23	6.7%
2017	23	6.7%
2016	23	6.7%
2015	23	6.7%
2014	23	6.7%
2013	23	6.7%

Telecom Subscribers
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	30.1 KiB

Telecom Subscribers (In Million)	345

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Characters and Unicode

Total characters	11040
Distinct characters	18
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Telecom Subscribers (In Million)
2nd row	Telecom Subscribers (In Million)
3rd row	Telecom Subscribers (In Million)
4th row	Telecom Subscribers (In Million)
5th row	Telecom Subscribers (In Million)

Common Values

Value	Count	Frequency (%)
Telecom Subscribers (In Million)	345	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
telecom	345	25.0%
subscribers	345	25.0%
in	345	25.0%
million	345	25.0%

Most occurring characters

Value	Count	Frequency (%)
l	1035	9.4%
	1035	9.4%
e	1035	9.4%
i	1035	9.4%
b	690	6.2%
c	690	6.2%
o	690	6.2%
n	690	6.2%
s	690	6.2%
r	690	6.2%
Other values (8)	2760	25.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7935	71.9%
Uppercase Letter	1380	12.5%
Space Separator	1035	9.4%
Open Punctuation	345	3.1%
Close Punctuation	345	3.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	1035	13.0%
e	1035	13.0%
i	1035	13.0%
b	690	8.7%
c	690	8.7%
o	690	8.7%
n	690	8.7%
s	690	8.7%
r	690	8.7%
u	345	4.3%

Uppercase Letter

Value	Count	Frequency (%)
M	345	25.0%
I	345	25.0%
T	345	25.0%
S	345	25.0%

Space Separator

Value	Count	Frequency (%)
	1035	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	345	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	345	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9315	84.4%
Common	1725	15.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	1035	11.1%
e	1035	11.1%
i	1035	11.1%
b	690	7.4%
c	690	7.4%
o	690	7.4%
n	690	7.4%
s	690	7.4%
r	690	7.4%
M	345	3.7%
Other values (5)	1725	18.5%

Common

Value	Count	Frequency (%)
	1035	60.0%
(	345	20.0%
)	345	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11040	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	1035	9.4%
	1035	9.4%
e	1035	9.4%
i	1035	9.4%
b	690	6.2%
c	690	6.2%
o	690	6.2%
n	690	6.2%
s	690	6.2%
r	690	6.2%
Other values (8)	2760	25.0%

State/overall
Categorical

UNIFORM

Distinct	23
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Andhra Pradesh	15
Assam	15
Bihar	15
Gujarat	15
Haryana	15
Other values (18)	270

Length

Max length	39
Median length	14
Mean length	10.434783
Min length	5

Characters and Unicode

Total characters	3600
Distinct characters	41
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Andhra Pradesh
2nd row	Andhra Pradesh
3rd row	Andhra Pradesh
4th row	Andhra Pradesh
5th row	Andhra Pradesh

Common Values

Value	Count	Frequency (%)
Andhra Pradesh	15	4.3%
Assam	15	4.3%
Bihar	15	4.3%
Gujarat	15	4.3%
Haryana	15	4.3%
Himachal Pradesh	15	4.3%
Jammu and Kashmir	15	4.3%
Karnataka	15	4.3%
Kerala	15	4.3%
Madhya Pradesh	15	4.3%
Other values (13)	195	56.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pradesh	60	11.1%
chennai	15	2.8%
tamil	15	2.8%
nadu	15	2.8%
uttar	15	2.8%
west	15	2.8%
bengal	15	2.8%
kolkata	15	2.8%
andhra	15	2.8%
rajasthan	15	2.8%
Other values (23)	345	63.9%

Most occurring characters

Value	Count	Frequency (%)
a	675	18.8%
r	300	8.3%
h	240	6.7%
s	225	6.2%
e	225	6.2%
	195	5.4%
i	165	4.6%
t	150	4.2%
n	135	3.8%
d	135	3.8%
Other values (31)	1155	32.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2865	79.6%
Uppercase Letter	510	14.2%
Space Separator	195	5.4%
Dash Punctuation	30	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	675	23.6%
r	300	10.5%
h	240	8.4%
s	225	7.9%
e	225	7.9%
i	165	5.8%
t	150	5.2%
n	135	4.7%
d	135	4.7%
l	120	4.2%
Other values (11)	495	17.3%

Uppercase Letter

Value	Count	Frequency (%)
P	75	14.7%
K	60	11.8%
M	45	8.8%
A	45	8.8%
S	30	5.9%
H	30	5.9%
O	30	5.9%
B	30	5.9%
N	30	5.9%
E	15	2.9%
Other values (8)	120	23.5%

Space Separator

Value	Count	Frequency (%)
	195	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	30	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3375	93.8%
Common	225	6.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	675	20.0%
r	300	8.9%
h	240	7.1%
s	225	6.7%
e	225	6.7%
i	165	4.9%
t	150	4.4%
n	135	4.0%
d	135	4.0%
l	120	3.6%
Other values (29)	1005	29.8%

Common

Value	Count	Frequency (%)
	195	86.7%
-	30	13.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3600	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	675	18.8%
r	300	8.3%
h	240	6.7%
s	225	6.2%
e	225	6.2%
	195	5.4%
i	165	4.6%
t	150	4.2%
n	135	3.8%
d	135	3.8%
Other values (31)	1155	32.1%

Total
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	326
Distinct (%)	97.6%
Missing	11
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	84.852365

Minimum	2.46
Maximum	1211.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	2.46
5-th percentile	7.3665
Q1	21.7125
median	39.4
Q3	68.69
95-th percentile	166.736
Maximum	1211.8
Range	1209.34
Interquartile range (IQR)	46.9775

Descriptive statistics

Standard deviation	198.5168
Coefficient of variation (CV)	2.3395553
Kurtosis	21.544076
Mean	84.852365
Median Absolute Deviation (MAD)	23.795
Skewness	4.6971896
Sum	28340.69
Variance	39408.921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.63	3	0.9%
2.46	2	0.6%
69.19	2	0.6%
56.58	2	0.6%
9.33	2	0.6%
73.2	2	0.6%
9.06	2	0.6%
63.88	1	0.3%
80.87	1	0.3%
58.71	1	0.3%
Other values (316)	316	91.6%
(Missing)	11	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.46	2	0.6%
2.72	1	0.3%
3.69	1	0.3%
3.7	1	0.3%
3.74	1	0.3%
4.34	1	0.3%
5.34	1	0.3%
5.64	1	0.3%
5.78	1	0.3%
5.95	1	0.3%

Value	Count	Frequency (%)
1211.8	1	0.3%
1200.88	1	0.3%
1194.99	1	0.3%
1183.41	1	0.3%
1176.79	1	0.3%
1166.84	1	0.3%
1059.33	1	0.3%
996.13	1	0.3%
951.35	1	0.3%
933.02	1	0.3%

Wireline
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	214
Distinct (%)	64.1%
Missing	11
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.5439521

Minimum	0.09
Maximum	39.41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0.09
5-th percentile	0.13
Q1	0.37
median	1.17
Q3	2.32
95-th percentile	3.6505
Maximum	39.41
Range	39.32
Interquartile range (IQR)	1.95

Descriptive statistics

Standard deviation	5.8483999
Coefficient of variation (CV)	2.2989426
Kurtosis	21.175389
Mean	2.5439521
Median Absolute Deviation (MAD)	0.89
Skewness	4.594297
Sum	849.68
Variance	34.203782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.23	5	1.4%
0.13	5	1.4%
0.28	5	1.4%
0.12	5	1.4%
0.1	5	1.4%
0.17	4	1.2%
0.31	4	1.2%
0.16	4	1.2%
3.06	4	1.2%
1.38	4	1.2%
Other values (204)	289	83.8%
(Missing)	11	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.09	2	0.6%
0.1	5	1.4%
0.11	3	0.9%
0.12	5	1.4%
0.13	5	1.4%
0.14	2	0.6%
0.15	2	0.6%
0.16	4	1.2%
0.17	4	1.2%
0.18	1	0.3%

Value	Count	Frequency (%)
39.41	1	0.3%
37.96	1	0.3%
36.96	1	0.3%
34.73	1	0.3%
32.17	1	0.3%
30.21	1	0.3%
28.5	1	0.3%
26.59	1	0.3%
25.22	1	0.3%
24.82	1	0.3%

Wireless
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	330
Distinct (%)	98.8%
Missing	11
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	82.308323

Minimum	2.12
Maximum	1188.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	2.12
5-th percentile	7.046
Q1	20.1725
median	36.98
Q3	67.1125
95-th percentile	165.705
Maximum	1188.99
Range	1186.87
Interquartile range (IQR)	46.94

Descriptive statistics

Standard deviation	193.61961
Coefficient of variation (CV)	2.3523698
Kurtosis	21.867087
Mean	82.308323
Median Absolute Deviation (MAD)	23.19
Skewness	4.7255762
Sum	27490.98
Variance	37488.554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.45	2	0.6%
22.56	2	0.6%
31.35	2	0.6%
16.4	2	0.6%
64.24	1	0.3%
42.34	1	0.3%
27.78	1	0.3%
18.28	1	0.3%
63.19	1	0.3%
66.3	1	0.3%
Other values (320)	320	92.8%
(Missing)	11	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.12	1	0.3%
2.2	1	0.3%
2.3	1	0.3%
3.32	1	0.3%
3.35	1	0.3%
3.5	1	0.3%
3.91	1	0.3%
4.99	1	0.3%
5.18	1	0.3%
5.31	1	0.3%

Value	Count	Frequency (%)
1188.99	1	0.3%
1180.64	1	0.3%
1170.59	1	0.3%
1161.71	1	0.3%
1157.67	1	0.3%
1142.02	1	0.3%
1034.11	1	0.3%
969.54	1	0.3%
919.17	1	0.3%
904.52	1	0.3%

Rural
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	312
Distinct (%)	93.4%
Missing	11
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	34.279671

Minimum	0
Maximum	537.11
Zeros	7
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.706
Q1	5.01
median	13.795
Q3	28.53
95-th percentile	86.741
Maximum	537.11
Range	537.11
Interquartile range (IQR)	23.52

Descriptive statistics

Standard deviation	83.467433
Coefficient of variation (CV)	2.434896
Kurtosis	23.538236
Mean	34.279671
Median Absolute Deviation (MAD)	10.78
Skewness	4.8320813
Sum	11449.41
Variance	6966.8124
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	2.0%
0.12	3	0.9%
34.38	3	0.9%
34.57	2	0.6%
22.51	2	0.6%
2.37	2	0.6%
34.84	2	0.6%
1.12	2	0.6%
6.23	2	0.6%
4.68	2	0.6%
Other values (302)	307	89.0%
(Missing)	11	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	2.0%
0.11	1	0.3%
0.12	3	0.9%
0.13	1	0.3%
0.34	1	0.3%
0.35	1	0.3%
0.53	1	0.3%
0.65	1	0.3%
0.68	1	0.3%
0.72	1	0.3%

Value	Count	Frequency (%)
537.11	1	0.3%
525.87	1	0.3%
521.26	1	0.3%
519.63	1	0.3%
514.27	1	0.3%
501.81	1	0.3%
447.77	1	0.3%
416.08	1	0.3%
377.78	1	0.3%
349.21	1	0.3%

Urban
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	323
Distinct (%)	96.7%
Missing	11
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	50.573174

Minimum	0.9
Maximum	693.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0.9
5-th percentile	3.4865
Q1	11.6825
median	24.485
Q3	41.45
95-th percentile	79.659
Maximum	693.18
Range	692.28
Interquartile range (IQR)	29.7675

Descriptive statistics

Standard deviation	116.37407
Coefficient of variation (CV)	2.3011027
Kurtosis	20.068847
Mean	50.573174
Median Absolute Deviation (MAD)	14.685
Skewness	4.5666122
Sum	16891.44
Variance	13542.924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.59	2	0.6%
19.28	2	0.6%
9.07	2	0.6%
15.65	2	0.6%
30.32	2	0.6%
43.59	2	0.6%
16.32	2	0.6%
39.29	2	0.6%
24.95	2	0.6%
29.5	2	0.6%
Other values (313)	314	91.0%
(Missing)	11	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9	1	0.3%
1.29	1	0.3%
1.81	1	0.3%
1.93	1	0.3%
2.19	1	0.3%
2.34	1	0.3%
2.61	1	0.3%
2.72	1	0.3%
2.73	1	0.3%
2.78	1	0.3%

Value	Count	Frequency (%)
693.18	1	0.3%
685.93	1	0.3%
669.14	1	0.3%
663.76	1	0.3%
655.54	1	0.3%
647.21	1	0.3%
620.52	1	0.3%
611.56	1	0.3%
580.05	1	0.3%
564.04	1	0.3%

Public
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	284
Distinct (%)	85.0%
Missing	11
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	10.604611

Minimum	1.05
Maximum	134.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1.05
5-th percentile	1.413
Q1	2.88
median	4.89
Q3	7.8775
95-th percentile	18.2095
Maximum	134.97
Range	133.92
Interquartile range (IQR)	4.9975

Descriptive statistics

Standard deviation	23.889614
Coefficient of variation (CV)	2.2527573
Kurtosis	18.227276
Mean	10.604611
Median Absolute Deviation (MAD)	2.235
Skewness	4.3885297
Sum	3541.94
Variance	570.71368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.05	3	0.9%
3.09	3	0.9%
1.43	3	0.9%
1.71	3	0.9%
5.78	2	0.6%
5.69	2	0.6%
5.13	2	0.6%
6.08	2	0.6%
6.85	2	0.6%
1.63	2	0.6%
Other values (274)	310	89.9%
(Missing)	11	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.05	3	0.9%
1.1	1	0.3%
1.17	1	0.3%
1.18	1	0.3%
1.21	1	0.3%
1.25	1	0.3%
1.27	1	0.3%
1.32	1	0.3%
1.34	1	0.3%
1.35	1	0.3%

Value	Count	Frequency (%)
134.97	1	0.3%
133.51	1	0.3%
131.66	1	0.3%
131.16	1	0.3%
130.27	1	0.3%
130.11	1	0.3%
127.1	1	0.3%
126	1	0.3%
122.18	1	0.3%
120.05	1	0.3%

Private
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	328
Distinct (%)	98.2%
Missing	11
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	74.247994

Minimum	1.28
Maximum	1080.14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1.28
5-th percentile	5.641
Q1	17.4375
median	33.08
Q3	61.3775
95-th percentile	149.0565
Maximum	1080.14
Range	1078.86
Interquartile range (IQR)	43.94

Descriptive statistics

Standard deviation	175.28951
Coefficient of variation (CV)	2.3608653
Kurtosis	22.096124
Mean	74.247994
Median Absolute Deviation (MAD)	21.69
Skewness	4.7453573
Sum	24798.83
Variance	30726.413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.9	2	0.6%
6.44	2	0.6%
5.69	2	0.6%
10.6	2	0.6%
12.29	2	0.6%
47.75	2	0.6%
59.35	1	0.3%
24.47	1	0.3%
15.64	1	0.3%
57.04	1	0.3%
Other values (318)	318	92.2%
(Missing)	11	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.28	1	0.3%
1.41	1	0.3%
1.67	1	0.3%
2.43	1	0.3%
2.57	1	0.3%
2.58	1	0.3%
2.99	1	0.3%
3.71	1	0.3%
4.01	1	0.3%
4.24	1	0.3%

Value	Count	Frequency (%)
1080.14	1	0.3%
1072.81	1	0.3%
1069.72	1	0.3%
1049.9	1	0.3%
1041.82	1	0.3%
1039.74	1	0.3%
950.68	1	0.3%
895.79	1	0.3%
821.08	1	0.3%
812.96	1	0.3%

Auto

Heatmap
Table

	At the end of March	Total	Wireline	Wireless	Rural	Urban	Public	Private	State/overall
At the end of March	1.000	0.386	-0.256	0.404	0.380	0.292	0.144	0.405	0.000
Total	0.386	1.000	0.482	0.999	0.826	0.933	0.818	0.997	0.391
Wireline	-0.256	0.482	1.000	0.454	0.085	0.669	0.604	0.458	0.320
Wireless	0.404	0.999	0.454	1.000	0.838	0.925	0.811	0.997	0.391
Rural	0.380	0.826	0.085	0.838	1.000	0.592	0.722	0.816	0.340
Urban	0.292	0.933	0.669	0.925	0.592	1.000	0.782	0.932	0.393
Public	0.144	0.818	0.604	0.811	0.722	0.782	1.000	0.780	0.462
Private	0.405	0.997	0.458	0.997	0.816	0.932	0.780	1.000	0.380
State/overall	0.000	0.391	0.320	0.391	0.340	0.393	0.462	0.380	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	At the end of March	Telecom Subscribers	State/overall	Total	Wireline	Wireless	Rural	Urban	Public	Private
0	2008	Telecom Subscribers (In Million)	Andhra Pradesh	23.29	2.71	20.58	6.23	17.06	4.93	18.36
1	2009	Telecom Subscribers (In Million)	Andhra Pradesh	32.95	2.55	30.40	9.17	23.78	5.66	27.29
2	2010	Telecom Subscribers (In Million)	Andhra Pradesh	48.09	2.46	45.62	14.78	33.30	6.62	41.46
3	2011	Telecom Subscribers (In Million)	Andhra Pradesh	63.05	2.37	60.68	20.66	42.39	9.31	53.74
4	2012	Telecom Subscribers (In Million)	Andhra Pradesh	69.19	2.36	66.83	24.23	44.95	10.99	58.20
5	2013	Telecom Subscribers (In Million)	Andhra Pradesh	66.60	2.24	64.36	26.06	40.55	11.23	55.37
6	2014	Telecom Subscribers (In Million)	Andhra Pradesh	69.19	2.04	67.15	28.58	40.61	11.58	57.62
7	2015	Telecom Subscribers (In Million)	Andhra Pradesh	73.82	1.87	71.95	31.02	42.80	11.10	62.72
8	2016	Telecom Subscribers (In Million)	Andhra Pradesh	76.39	1.74	74.65	32.73	43.66	10.99	65.39
9	2017	Telecom Subscribers (In Million)	Andhra Pradesh	86.58	1.64	84.94	38.73	47.85	11.14	75.44

	At the end of March	Telecom Subscribers	State/overall	Total	Wireline	Wireless	Rural	Urban	Public	Private
335	2013	Telecom Subscribers (In Million)	Service Area wise Subscribers - Overall	898.02	30.21	867.81	349.21	548.80	130.11	767.91
336	2014	Telecom Subscribers (In Million)	Service Area wise Subscribers - Overall	933.02	28.50	904.52	377.78	555.23	120.05	812.96
337	2015	Telecom Subscribers (In Million)	Service Area wise Subscribers - Overall	996.13	26.59	969.54	416.08	580.05	100.34	895.79
338	2016	Telecom Subscribers (In Million)	Service Area wise Subscribers - Overall	1059.33	25.22	1034.11	447.77	611.56	108.65	950.68
339	2017	Telecom Subscribers (In Million)	Service Area wise Subscribers - Overall	1194.99	24.40	1170.59	501.81	693.18	122.18	1072.81
340	2018	Telecom Subscribers (In Million)	Service Area wise Subscribers - Overall	1211.80	22.81	1188.99	525.87	685.93	131.66	1080.14
341	2019	Telecom Subscribers (In Million)	Service Area wise Subscribers - Overall	1183.41	21.70	1161.71	514.27	669.14	133.51	1049.90
342	2020	Telecom Subscribers (In Million)	Service Area wise Subscribers - Overall	1176.79	19.13	1157.67	521.26	655.54	134.97	1041.82
343	2021	Telecom Subscribers (In Million)	Service Area wise Subscribers - Overall	1200.88	20.24	1180.64	537.11	663.76	131.16	1069.72
344	2022	Telecom Subscribers (In Million)	Service Area wise Subscribers - Overall	1166.84	24.82	1142.02	519.63	647.21	127.10	1039.74

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample